Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Fear / Threat
3,873 comments
HOW TF IS HE STILL IN OFFICE??? FEEL SO BAD FOR CANADIANS
HOW TF IS HE STILL IN OFFICE??? FEEL SO BAD FOR CANADIANS
Expresses shock and concern about Trump remaining in office while expressing empathy for Canadians affected by the situation.
@smgjr89
Mar 4, 2025
They destroyed their environment now they're destroying ours.
They destroyed their environment now they're destroying ours.
Expresses environmental and social threat from immigration without specific evidence, using alarmist framing.
cragarmcthink2025
Sep 23, 2025
needs to be titled "global rat infestation"
needs to be titled "global rat infestation"
Dehumanizing language framing immigrants as pests/infestation, combining inflammatory rhetoric with threat expression.
xvxcascaxvx
Jan 27, 2026
Trump and his foolish cabinet are blackmailing Canada, Mexico, Ukraine and whole Europe !
Trump and his foolish cabinet are blackmailing Canada, Mexico, Ukraine and whole Europe !
Characterizes Trump's actions as coercive threats ('blackmailing') against multiple nations, expressing alarm about power dynamics and potential harm.
@felixsinniger280
Mar 4, 2025
I’m convinced Trump wants to kill the US. He’s doing everything possible to help Russia at the expense of America. Is it because Putin is blackmailing Trump, is it because Trump is a Russian mole, …
I’m convinced Trump wants to kill the US. He’s doing everything possible to help Russia at the expense of America. Is it because Putin is blackmailing Trump, is it because Trump is a Russian mole, is it because he ?is being paid by Putin? Who knows? But unless he is impeached, and impeached soon, American may never recover.
Expresses alarm about Trump's alleged collusion with Russia and threat to America, presenting unverified conspiracy theories as concerns.
@marilynwharton1916
Mar 4, 2025
He says he love America and that he's going to make it great again but he secretly is destroying America and causing chaos make it make sense
He says he love America and that he's going to make it great again but he secretly is destroying America and causing chaos make it make sense
Expresses alarm about a leader's hidden destructive intentions and chaos-causing behavior, framing it as a threat to national wellbeing.
@sheilabrown3887
Mar 4, 2025
America sure doesn’t want this. The only person that wants this is Vlad Putin. 2:01
America sure doesn’t want this. The only person that wants this is Vlad Putin. 2:01
Expresses concern that US policy benefits Putin, framing it as a threat to American interests without evidence.
@user-jt8pm2os4b
Mar 4, 2025
Finally some good news. Well, it’s not exactly what we want, but it’s a start. ✌️❤️🇨🇦
Finally some good news. Well, it’s not exactly what we want, but it’s a start. ✌️❤️🇨🇦
Expresses cautious approval of deportation policy as insufficient response to perceived immigration threat, with patriotic framing.
Fear / Threat
0.79
trevorsabo1824
Jan 1, 2026
Trump is isolating the US. We are all going to be held hostage while Russia invades through California
Trump is isolating the US. We are all going to be held hostage while Russia invades through California
Expression of security anxiety about Trump's policies leading to Russian invasion, presenting an alarmist scenario.
@OneDrunkWizard
Mar 4, 2025
Trump is trying to destroy the western world. RIP.
Trump is trying to destroy the western world. RIP.
Expresses existential alarm about Trump's actions threatening Western civilization.
@Jimmy5934-e1y
Mar 4, 2025
I hope it breaks more.
I hope it breaks more.
Vague expression of hope for systemic collapse, suggesting apocalyptic concern about immigration impact.
Fear / Threat
0.79
eanerickson8915
Jan 21, 2026
The perfect globalist worker drone.
The perfect globalist worker drone.
Dehumanizing characterization of immigrants as controlled workers, expressing globalist conspiracy anxiety.
davec5153
Jan 27, 2026
The west is fukced
The west is fukced
Expresses apocalyptic concern about Western decline, likely in context of immigration discussion.
Fear / Threat
0.78
thomaslemonnier1438
Jan 28, 2026
This is what happens when you see a country that was conquered without a single shot fired looks like.
This is what happens when you see a country that was conquered without a single shot fired looks like.
Uses metaphorical language suggesting conquest and loss of control, expressing demographic anxiety about immigration.
r00dfr00t
Sep 23, 2025
12:12 slowly slowly slowly takeover 😂
12:12 slowly slowly slowly takeover 😂
References gradual 'takeover' with emoji, expressing demographic anxiety about immigrant population growth in a semi-joking manner.
xspot-y44
Oct 7, 2025
Guessing there bring the entire population?? Crazy
Guessing there bring the entire population?? Crazy
Expresses alarm about immigration scale with 'Crazy' descriptor, suggesting demographic anxiety.
Fear / Threat
0.78
Phil-fw2ib
Sep 21, 2025
Canadians better be careful who they elect after Justin Trudeau leaves They might end up with a Trumplike person governing their country too I pray for the Canadians Americans love you
Canadians better be careful who they elect after Justin Trudeau leaves They might end up with a Trumplike person governing their country too I pray for the Canadians Americans love you
Expresses anxiety about Canada electing a Trump-like leader and warns of democratic risks.
@tanyaleasure6743
Mar 4, 2025
Import the 3rd world and let it flow 🍃
Import the 3rd world and let it flow 🍃
Expresses demographic anxiety through the phrase 'Import the 3rd world,' suggesting concern about cultural/national dilution.
tariccosta
Oct 9, 2025
It is not like home. Here there is the greatest source of fresh water on the planet. The entire Great Lakes region is the primary target for 3rd world immigration. China is strangling the water …
It is not like home. Here there is the greatest source of fresh water on the planet. The entire Great Lakes region is the primary target for 3rd world immigration.
China is strangling the water from India. Coincidence?
Expresses demographic anxiety about immigration targeting Canada's water resources, with conspiratorial framing about China and India.
Sprinklerman1966
Jan 27, 2026
Don't target all indians, they are all from feudal jatt, and upper caste prople penetrating your system through corrupt mindset.... In punjab these jatts have dalits as slave, they rape their women and kill if …
Don't target all indians, they are all from feudal jatt, and upper caste prople penetrating your system through corrupt mindset.... In punjab these jatts have dalits as slave, they rape their women and kill if we try to raise our voice
The comment expresses alarm about caste-based corruption and violence, framing Indian immigrants as a systemic threat based on caste hierarchies.
englishspace94
Feb 10, 2026
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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Discourse Quality (Perspective API)